Example notebook¶

This notebook demonstrates some of the more interesting features of stacrs.

stac-geoparquet¶

The stac-geoparquet specification describes how to store STAC items in a geoparquet. Use stacrs to read and write stac-geoparquet.

In [5]:

import stacrs

items = await stacrs.search(
    "https://stac.eoapi.dev",
    collections="openaerialmap",
    bbox=[-125, 25, -67, 49],  # CONUS
    sortby="-properties.datetime",
    max_items=1000,
)
await stacrs.write("items.parquet", items)  # compressed stac-geoparquet

import stacrs items = await stacrs.search( "https://stac.eoapi.dev", collections="openaerialmap", bbox=[-125, 25, -67, 49], # CONUS sortby="-properties.datetime", max_items=1000, ) await stacrs.write("items.parquet", items) # compressed stac-geoparquet

Search¶

In addition to using search on STAC APIs, you can use DuckDB to search stac-geoparquet.

[!NOTE] The error code: 0 output is from duckdb-rs, specifically this issue. Hopefully a fix will be released in the near future.

In [1]:

import contextily
import stacrs
from geopandas import GeoDataFrame

url = "https://github.com/gadomski/2024-09-FOSS4G-NA-stac-rs/raw/refs/heads/main/benches/1000-sentinel-2-items-stac-rs.parquet"
items = await stacrs.search(
    url, intersects={"type": "Point", "coordinates": [-105.1019, 40.1672]}
)
print(f"Found {len(items)} items")
data_frame = GeoDataFrame.from_features(items, crs="EPSG:4326")
axis = data_frame.plot(facecolor="none")
contextily.add_basemap(axis, crs=data_frame.crs.to_string())

import contextily import stacrs from geopandas import GeoDataFrame url = "https://github.com/gadomski/2024-09-FOSS4G-NA-stac-rs/raw/refs/heads/main/benches/1000-sentinel-2-items-stac-rs.parquet" items = await stacrs.search( url, intersects={"type": "Point", "coordinates": [-105.1019, 40.1672]} ) print(f"Found {len(items)} items") data_frame = GeoDataFrame.from_features(items, crs="EPSG:4326") axis = data_frame.plot(facecolor="none") contextily.add_basemap(axis, crs=data_frame.crs.to_string())

error code: 0
error code: 0
error code: 0
error code: 0
error code: 0
error code: 0
error code: 0
Found 20 items

To arrow¶

If you installed stacrs with the arrow extra (python -m pip install 'stacrs[arrow]') you can search stac-geoparquet files into an arrow table, which can be loaded directly into (e.g.) GeoPandas. This will be significantly more efficient than loading Python dictionaries into a data frame.

In [2]:

from stacrs import DuckdbClient

client = DuckdbClient()
items = client.search_to_arrow(
    "items.parquet", datetime="2020-01-01T00:00:00Z/.."
)  # you can search a parquet file with DuckDB
data_frame = GeoDataFrame.from_arrow(items)
data_frame

from stacrs import DuckdbClient client = DuckdbClient() items = client.search_to_arrow( "items.parquet", datetime="2020-01-01T00:00:00Z/.." ) # you can search a parquet file with DuckDB data_frame = GeoDataFrame.from_arrow(items) data_frame

error code: 0
error code: 0
error code: 0
error code: 0
error code: 0
error code: 0
error code: 0

Out[2]:

	stac_version	stac_extensions	id	file:size	provider	links	assets	collection	datetime	start_datetime	end_datetime	title	platform	bbox	geometry	filename
0	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	66de01d9cd0baa0001b61fd3	5647695	Efthimios F.	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.us-e...	openaerialmap	NaT	2024-09-07 22:00:00-06:00	2024-09-08 13:33:51.317000-06:00	Honesdale Pa	uav	{'xmin': -75.257933, 'ymin': 41.566194, 'xmax'...	MULTIPOLYGON (((-75.25793 41.56724, -75.25793 ...	items.parquet
1	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	66d4981611a1ae0001f7b089	3337391	South Holston Drone Operations	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.us-e...	openaerialmap	NaT	2024-08-31 22:00:00-06:00	2024-09-01 10:26:39.555000-06:00	K Jones 2	satellite	{'xmin': -82.213313, 'ymin': 36.619578, 'xmax'...	MULTIPOLYGON (((-82.21331 36.62206, -82.21327 ...	items.parquet
2	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	66d497a011a1ae0001f7b088	9975450	South Holston Drone Operations	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.us-e...	openaerialmap	NaT	2024-08-29 22:00:00-06:00	2024-08-29 23:00:00-06:00	K Jones	uav	{'xmin': -82.212749, 'ymin': 36.620306, 'xmax'...	MULTIPOLYGON (((-82.21275 36.62301, -82.21271 ...	items.parquet
3	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	66db50c5cd0baa0001b61f88	23125850	WebODM	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.us-e...	openaerialmap	NaT	2024-08-22 13:00:00-06:00	2024-08-22 14:00:00-06:00	County Park	uav	{'xmin': -88.535721, 'ymin': 44.0783, 'xmax': ...	MULTIPOLYGON (((-88.53572 44.08013, -88.53567 ...	items.parquet
4	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	66cf527611a1ae0001f7afbf	208119745	FOUR POINTS	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.us-e...	openaerialmap	NaT	2024-08-15 05:15:47-06:00	2024-08-15 06:15:47-06:00	Fifth Road East - 8/15/2024	uav	{'xmin': -79.730944, 'ymin': 43.176711, 'xmax'...	MULTIPOLYGON (((-79.73067 43.19008, -79.73094 ...	items.parquet
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
738	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	5e227dbe50259f000541fc42	9874294	WebODM	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.amaz...	openaerialmap	NaT	2020-01-17 05:31:34-07:00	2020-01-17 06:31:34-07:00	Task of 2020-01-18T02:04:04.280Z	uav	{'xmin': -119.001888, 'ymin': 34.211746, 'xmax...	MULTIPOLYGON (((-119.00189 34.21296, -119.0018...	items.parquet
739	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	5e223b4e50259f000541fc3c	21102668	tirogue	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.amaz...	openaerialmap	NaT	2020-01-17 00:00:00-07:00	2020-01-17 15:47:10.155000-07:00	akiwik,i	satellite	{'xmin': -110.956421, 'ymin': 29.03546, 'xmax'...	MULTIPOLYGON (((-110.95642 29.04026, -110.9564...	items.parquet
740	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	5e22ba7650259f000541fc45	67917267	WebODM	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.amaz...	openaerialmap	NaT	2020-01-15 06:49:16-07:00	2020-01-15 11:49:16-07:00	Shepard Rollins Trail East 2020-01-15	uav	{'xmin': -92.312534, 'ymin': 38.938449, 'xmax'...	MULTIPOLYGON (((-92.31249 38.94295, -92.31253 ...	items.parquet
741	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	5e22bc0f50259f000541fc48	10911074	WebODM	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.amaz...	openaerialmap	NaT	2020-01-15 01:31:05-07:00	2020-01-15 02:31:05-07:00	Shepard Rollins Trail West 2020-01-15	uav	{'xmin': -92.315732, 'ymin': 38.939029, 'xmax'...	MULTIPOLYGON (((-92.31571 38.94125, -92.31573 ...	items.parquet
742	1.1.0	[https://stac-extensions.github.io/file/v2.1.0...	5e17fbb676e4f20005c1b85f	805518	WebODM	[{'href': 'https://stac.eoapi.dev/collections/...	{'image': {'href': 'https://oin-hotosm.s3.amaz...	openaerialmap	NaT	2020-01-09 09:34:13-07:00	2020-01-09 10:34:13-07:00	Task of 2020-01-10T02:19:38.304Z	uav	{'xmin': -119.228306, 'ymin': 34.247821, 'xmax...	MULTIPOLYGON (((-119.22831 34.24823, -119.2283...	items.parquet

743 rows × 16 columns

Because of the way GeoPandas handles underlying arrays and dictionaries, you can't go directly back to a JSON dictionary via to_json. However, you can go back through stac-geoparquet via to_arrow.

In [3]:

from pystac import ItemCollection

table = data_frame.to_arrow()
item_collection_dict = stacrs.from_arrow(table)
ItemCollection.from_dict(item_collection_dict)

from pystac import ItemCollection table = data_frame.to_arrow() item_collection_dict = stacrs.from_arrow(table) ItemCollection.from_dict(item_collection_dict)

Out[3]:

• type "FeatureCollection"
• features[] 743 items

  • 0

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66de01d9cd0baa0001b61fd3"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -75.257933

              • 1 41.567237

            • 1[] 2 items

              • 0 -75.257929

              • 1 41.566194

            • 2[] 2 items

              • 0 -75.256681

              • 1 41.566196

            • 3[] 2 items

              • 0 -75.256685

              • 1 41.56724

            • 4[] 2 items

              • 0 -75.257933

              • 1 41.567237
    • bbox[] 4 items

      • 0 -75.257933

      • 1 41.566194

      • 2 -75.256681

      • 3 41.56724
    • properties

      • datetime None
      • start_datetime "2024-09-08T04:00:00Z"
      • end_datetime "2024-09-08T19:33:51.317Z"
      • title "Honesdale Pa"
      • file:size 5647695
      • provider "Efthimios F."
      • platform "uav"
      • filename "items.parquet"
    • links[] 4 items

      • 0

        • rel "collection"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://stac.eoapi.dev/"
        • type "application/json"

      • 3

        • rel "self"
        • href "https://stac.eoapi.dev/collections/openaerialmap/items/66de01d9cd0baa0001b61fd3"
        • type "application/geo+json"
    • assets

      • image

        • href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66ddfffbcd0baa0001b61fd1/0/66ddfffbcd0baa0001b61fd2.tif"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • alternate

          • s3

            • href "s3://oin-hotosm/66ddfffbcd0baa0001b61fd1/0/66ddfffbcd0baa0001b61fd2.tif"
        • alternate:name "S3"
        • roles[] 1 items

          • 0 "data"
    • collection "openaerialmap"

  • 1

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66d4981611a1ae0001f7b089"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -82.213313

              • 1 36.622065

            • 1[] 2 items

              • 0 -82.213274

              • 1 36.619578

            • 2[] 2 items

              • 0 -82.211032

              • 1 36.619601

            • 3[] 2 items

              • 0 -82.211071

              • 1 36.622088

            • 4[] 2 items

              • 0 -82.213313

              • 1 36.622065
    • bbox[] 4 items

      • 0 -82.213313

      • 1 36.619578

      • 2 -82.211032

      • 3 36.622088
    • properties

      • datetime None
      • start_datetime "2024-09-01T04:00:00Z"
      • end_datetime "2024-09-01T16:26:39.555Z"
      • title "K Jones 2"
      • file:size 3337391
      • provider "South Holston Drone Operations"
      • platform "satellite"
      • filename "items.parquet"
    • links[] 4 items

      • 0

        • rel "collection"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://stac.eoapi.dev/"
        • type "application/json"

      • 3

        • rel "self"
        • href "https://stac.eoapi.dev/collections/openaerialmap/items/66d4981611a1ae0001f7b089"
        • type "application/geo+json"
    • assets

      • image

        • href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66d4960411a1ae0001f7b086/0/66d4960411a1ae0001f7b087.tif"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • alternate

          • s3

            • href "s3://oin-hotosm/66d4960411a1ae0001f7b086/0/66d4960411a1ae0001f7b087.tif"
        • alternate:name "S3"
        • roles[] 1 items

          • 0 "data"
    • collection "openaerialmap"

  • 2

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66d497a011a1ae0001f7b088"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -82.212749

              • 1 36.623006

            • 1[] 2 items

              • 0 -82.212707

              • 1 36.620306

            • 2[] 2 items

              • 0 -82.208548

              • 1 36.620348

            • 3[] 2 items

              • 0 -82.20859

              • 1 36.623048

            • 4[] 2 items

              • 0 -82.212749

              • 1 36.623006
    • bbox[] 4 items

      • 0 -82.212749

      • 1 36.620306

      • 2 -82.208548

      • 3 36.623048
    • properties

      • datetime None
      • start_datetime "2024-08-30T04:00:00Z"
      • end_datetime "2024-08-30T05:00:00Z"
      • title "K Jones"
      • file:size 9975450
      • provider "South Holston Drone Operations"
      • platform "uav"
      • filename "items.parquet"
    • links[] 4 items

      • 0

        • rel "collection"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://stac.eoapi.dev/"
        • type "application/json"

      • 3

        • rel "self"
        • href "https://stac.eoapi.dev/collections/openaerialmap/items/66d497a011a1ae0001f7b088"
        • type "application/geo+json"
    • assets

      • image

        • href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66d495bf11a1ae0001f7b084/0/66d495bf11a1ae0001f7b085.tif"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • alternate

          • s3

            • href "s3://oin-hotosm/66d495bf11a1ae0001f7b084/0/66d495bf11a1ae0001f7b085.tif"
        • alternate:name "S3"
        • roles[] 1 items

          • 0 "data"
    • collection "openaerialmap"

  • 3

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66db50c5cd0baa0001b61f88"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -88.535721

              • 1 44.080132

            • 1[] 2 items

              • 0 -88.535674

              • 1 44.0783

            • 2[] 2 items

              • 0 -88.532503

              • 1 44.078343

            • 3[] 2 items

              • 0 -88.53255

              • 1 44.080174

            • 4[] 2 items

              • 0 -88.535721

              • 1 44.080132
    • bbox[] 4 items

      • 0 -88.535721

      • 1 44.0783

      • 2 -88.532503

      • 3 44.080174
    • properties

      • datetime None
      • start_datetime "2024-08-22T19:00:00Z"
      • end_datetime "2024-08-22T20:00:00Z"
      • title "County Park"
      • file:size 23125850
      • provider "WebODM"
      • platform "uav"
      • filename "items.parquet"
    • links[] 4 items

      • 0

        • rel "collection"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://stac.eoapi.dev/"
        • type "application/json"

      • 3

        • rel "self"
        • href "https://stac.eoapi.dev/collections/openaerialmap/items/66db50c5cd0baa0001b61f88"
        • type "application/geo+json"
    • assets

      • image

        • href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66db4edbcd0baa0001b61f86/0/66db4edbcd0baa0001b61f87.tif"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • alternate

          • s3

            • href "s3://oin-hotosm/66db4edbcd0baa0001b61f86/0/66db4edbcd0baa0001b61f87.tif"
        • alternate:name "S3"
        • roles[] 1 items

          • 0 "data"
    • collection "openaerialmap"

  • 4

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66cf527611a1ae0001f7afbf"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -79.730671

              • 1 43.190077

            • 1[] 2 items

              • 0 -79.730944

              • 1 43.176896

            • 2[] 2 items

              • 0 -79.714377

              • 1 43.176711

            • 3[] 2 items

              • 0 -79.714101

              • 1 43.189892

            • 4[] 2 items

              • 0 -79.730671

              • 1 43.190077
    • bbox[] 4 items

      • 0 -79.730944

      • 1 43.176711

      • 2 -79.714101

      • 3 43.190077
    • properties

      • datetime None
      • start_datetime "2024-08-15T11:15:47Z"
      • end_datetime "2024-08-15T12:15:47Z"
      • title "Fifth Road East - 8/15/2024"
      • file:size 208119745
      • provider "FOUR POINTS"
      • platform "uav"
      • filename "items.parquet"
    • links[] 4 items

      • 0

        • rel "collection"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://stac.eoapi.dev/collections/openaerialmap"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://stac.eoapi.dev/"
        • type "application/json"

      • 3

        • rel "self"
        • href "https://stac.eoapi.dev/collections/openaerialmap/items/66cf527611a1ae0001f7afbf"
        • type "application/geo+json"
    • assets

      • image

        • href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66cf4fa811a1ae0001f7afbd/0/66cf4fa811a1ae0001f7afbe.tif"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • alternate

          • s3

            • href "s3://oin-hotosm/66cf4fa811a1ae0001f7afbd/0/66cf4fa811a1ae0001f7afbe.tif"
        • alternate:name "S3"
        • roles[] 1 items

          • 0 "data"
    • collection "openaerialmap"

  • 5

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 2 items

      • 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"

      • 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
    • id "66bd1e5b98a7740001cf3d01"
    • geometry

      • type "MultiPolygon"
      • coordinates[] 1 items

        • 0[] 1 items

          • 0[] 5 items

            • 0[] 2 items

              • 0 -82.155069

              • 1 36.491079

            • 1[] 2 items

              • 0 -82.155052

              • 1 36.489945

            • 2[] 2 items

              • 0 -82.153408

              • 1 36.489961

            • 3[] 2 items

              • 0 -82.153425

              • 1 36.491095

            • 4[] 2 items

              • 0 -82.155069

              • 1 36.491079
    • bbox[] 4 items

      • 0 -82.155069

      • 1 36.489945

      • 2 -82.153408

      • 3 36.491095
    • properties

      • datetime None
      • start_datetime "2024-08-14T04:00:00Z"
      • end_datetime "2024-08-14T21:01:33.231Z"
      • title "Hickory Tree VFD, Bluff City, TN"
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Search to¶

If you want to save the results of a STAC API search directly to a file, use search_to. This will generally be more performant than using search then write.

In [4]:

await stacrs.search_to(
    "items.parquet",
    "https://stac.eoapi.dev",
    collections="openaerialmap",
    bbox=[-125, 25, -67, 49],  # CONUS
    sortby="-properties.datetime",
    max_items=1000,
)

await stacrs.search_to( "items.parquet", "https://stac.eoapi.dev", collections="openaerialmap", bbox=[-125, 25, -67, 49], # CONUS sortby="-properties.datetime", max_items=1000, )

Out[4]:

1000